SlideShare a Scribd company logo
1 of 27
Download to read offline
Open Land Use current status and steps
forward – data are 3D, Google searchable and
OLU4Africa
Karel Charvát, Bente Lilja Bye, Dmitri Kožuch, Tomas Mildorf, Petr Uhlir
SciDataCon 2018: The Digital Frontiers of Global Science
Gaborone (Botswana) 8th November 2018
• Open Land Use Map (https://sdi4apps.eu/open_land_use/ ):
– Initiative that emerged from Plan4Business project,
that aims at creating detailed European Open Land
Use map, that could be used for planning activities by
local authorities, businessmen, citizens
– The product is as detailed possible (somewhere even
at parcels level) harmonized, seamless land use map
of Europe created from various sources of open vector
data, that is published and available for free download
Background
Open Land Use Map (OLU)
• Harmonisation and integration of
heterogeneous land use and land cover
data
• Reusing the INSPIRE land use data
specifications → transformation into a
common INSPIRE compliant data model
• Mapping different classifications →
HILUCS
• Uniform visualisation
• Using RDF model – in preparation
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 3
• Corine Land Cover 2006
• Urban Atlas
• Cadastral data
• Land Parcel Identification System – LPIS
• Spatial plans
• Other sources
Different
level of
detail
Different
geometry
Open Land Use Map
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 4
Methodology of data integration
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 5
Mapping different classifications
SciDataCon 2018: The
Digital Frontiers of Global
Urban Atlas HILUCS
08.11.2018 6
Existing Open Land Use Maps
SciDataCon 2018: The
Digital Frontiers of Global
Czech Republic Flanders
Latvia
Slovakia
08.11.2018 7
Open Land Use
• Seamless coverage of most of the Europe
(around 45 000 000 objects)
• Where it is possible reliable local sources of
data are used which have certain quality,
certain update period, persistent identifier
• Data model is based on Inspire Existing Land
Use object data model
• It however has more detailed metadata on the
object’s metadata – stating exactly where did
the object originate as seen on the image
on the right.
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 8
Open Land Use page
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 9
Metadata
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 10
Metadata
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 11
Metadata
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 12
Discoverable by GOOGLE
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 13
3D OLU
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 14
RDF OLU
08.11.2018
SciDataCon 2018: The
Digital Frontiers of Global 15
• Open Land Use Map for Africa (https://goo.gl/Rn32HD):
– Attempt to create Open Land Use Map for Africa
based on available vector data (mainly from Open
Street Map and Africover) during the last year
Inspire hackathon in Kehl
– The attempt has shown the insufficiency of vector
data sources for creation of vector seamless
harmonized land use map of Africa
Background
Background
Background
Motivation
• Lack of land use data in Africa
• Increased availability of satellite imagery with
spatial resolution suitable even for classifying
individual buildings (for instance Sentinel
products, Landsat products available from
https://scihub.copernicus.eu/,
https://earthexplorer.usgs.gov/ )
• Immense leap in usage of machine learning
methods in many spheres (including image
recognition, image classification)
Product
• Seamless harmonized vector land use map of
municipalities in Africa together with relevant
spatial planning legislation and socio-
economic data
• Internet platform for providing services (data
download, data upload, data search, data
visualizations) for users/customers
Aims
• Humanitarian :
– Help sustainable development of municipalities, help
optimize resource management, help reduce such
problems as deforestation, unregulated urban growth,
extensive exploitation of natural resources
• Business :
– Create sustainable business platform that would
provide various data services and bring main
stakeholders (authorities, businessmen, citizens)
together
Data flows
Use of satellite data
• Sentinel – 2 Imagery :
– Will be classified and used for creating base land
use map of municipalities
Use of satellite data derivatives
Datasets will be used mainly for masking areas:
• Global Urban Footprint (4 arc seconds)
• CCI Land Cover 20 m land cover map of Africa
• Land Cover map over Africa based on PROBA-
V 100 m data
Workflow for base landuse map
• Prepare the classification techniques that would be used for each HILUCS class if
applicable (some classes such as financial services, community services etc. are
difficult to deduce from 10 m satellite imagery)
• Limit each HILUCS class to land cover context (classes) in which it can exist
• Create training and evaluation samples for each HILUCS class (automatically with
help of Sentinel 2 data cropped by respective features from available vector
databases (Open Street Map for instance) )
• Create and test models
• Mask out inappropriate land cover classes within municipality and run selected
classification technique for identifying each class in selected municipality
• Process all municipalities one by one
Workflow
• Create search/download module for investors
• Create view/crowdsource module for citizens
• Create edit/upload/download module for
authorities
• Contact authorities to collect spatial plans/spatial
planning legislation/socio-economic data,
promote product among citizens
Thanks for your attention!
https://micka.lesprojekt.cz
https://goo.gl/Rn32HDcharvat@plan4all.eu
www.plan4all.eu
https://www.researchgate.net/profile/Karel_Charvat2
https://twitter.com/charvat_kar
https://www.facebook.com/karel.charvat.3
https://www.linkedin.com/in/karelcharvat/

More Related Content

What's hot

Team 10 geo dcat ap for earth observation data
Team 10 geo dcat ap for earth observation dataTeam 10 geo dcat ap for earth observation data
Team 10 geo dcat ap for earth observation dataplan4all
 
Team 07 find your farm producer
Team 07 find your farm producerTeam 07 find your farm producer
Team 07 find your farm producerplan4all
 
Environemnt dayaddy
Environemnt dayaddyEnvironemnt dayaddy
Environemnt dayaddyJISC GECO
 
Team 03 open land use map 4 africa
Team 03 open land use map 4 africaTeam 03 open land use map 4 africa
Team 03 open land use map 4 africaplan4all
 
DISCOVERY DAY 2017: MAKE IT HAPPEN!
DISCOVERY DAY 2017: MAKE IT HAPPEN!DISCOVERY DAY 2017: MAKE IT HAPPEN!
DISCOVERY DAY 2017: MAKE IT HAPPEN!FAO
 
Citizen science, vgi, geo crowd sourcing, big geo data how they matter to th...
Citizen science, vgi, geo  crowd sourcing, big geo data how they matter to th...Citizen science, vgi, geo  crowd sourcing, big geo data how they matter to th...
Citizen science, vgi, geo crowd sourcing, big geo data how they matter to th...Maria Antonia Brovelli
 
Werner Zanotti - Brixen Tourismus - New web portal brixen.org and integration...
Werner Zanotti - Brixen Tourismus - New web portal brixen.org and integration...Werner Zanotti - Brixen Tourismus - New web portal brixen.org and integration...
Werner Zanotti - Brixen Tourismus - New web portal brixen.org and integration...South Tyrol Free Software Conference
 
A spatial approach to the energy generating potential of real estate
A spatial approach to the energy generating potential of real estateA spatial approach to the energy generating potential of real estate
A spatial approach to the energy generating potential of real estateJene van der Heide
 
Christian Landrock BLIC - The value of an open data hub in the mobility se...
Christian Landrock   BLIC -  The value of an open data hub in the mobility se...Christian Landrock   BLIC -  The value of an open data hub in the mobility se...
Christian Landrock BLIC - The value of an open data hub in the mobility se...South Tyrol Free Software Conference
 
Team 09 open land use and smart points of interest visualisation using web g ...
Team 09 open land use and smart points of interest visualisation using web g ...Team 09 open land use and smart points of interest visualisation using web g ...
Team 09 open land use and smart points of interest visualisation using web g ...plan4all
 
From plan4all to plan4business final
From plan4all to plan4business finalFrom plan4all to plan4business final
From plan4all to plan4business finalKarel Charvat
 
Team 02 metadata catalogue for the open land use map
Team 02 metadata catalogue for the open land use mapTeam 02 metadata catalogue for the open land use map
Team 02 metadata catalogue for the open land use mapplan4all
 
3rd europeana ws lux peiffer - public domain calculator
3rd europeana ws lux   peiffer - public domain calculator3rd europeana ws lux   peiffer - public domain calculator
3rd europeana ws lux peiffer - public domain calculatorPatrick Peiffer
 
Team 04 3 d open land use
Team 04 3 d open land useTeam 04 3 d open land use
Team 04 3 d open land useplan4all
 
REMOURBAN information package n.2 - ICT Platform
REMOURBAN information package n.2 - ICT PlatformREMOURBAN information package n.2 - ICT Platform
REMOURBAN information package n.2 - ICT PlatformREMOURBAN
 
6 Stories of Maps and FOSS4G Korea
6 Stories of Maps and FOSS4G Korea6 Stories of Maps and FOSS4G Korea
6 Stories of Maps and FOSS4G KoreaSANGHEE SHIN
 
CityPulse_LightningTalk_BigDataConference
CityPulse_LightningTalk_BigDataConferenceCityPulse_LightningTalk_BigDataConference
CityPulse_LightningTalk_BigDataConferenceAli Intizar
 
AgTrials - an example of Open Data and Open Access in the CGIAR Consortium fo...
AgTrials - an example of Open Data and Open Access in the CGIAR Consortium fo...AgTrials - an example of Open Data and Open Access in the CGIAR Consortium fo...
AgTrials - an example of Open Data and Open Access in the CGIAR Consortium fo...Decision and Policy Analysis Program
 

What's hot (20)

Team 10 geo dcat ap for earth observation data
Team 10 geo dcat ap for earth observation dataTeam 10 geo dcat ap for earth observation data
Team 10 geo dcat ap for earth observation data
 
Team 07 find your farm producer
Team 07 find your farm producerTeam 07 find your farm producer
Team 07 find your farm producer
 
Environemnt dayaddy
Environemnt dayaddyEnvironemnt dayaddy
Environemnt dayaddy
 
Team 03 open land use map 4 africa
Team 03 open land use map 4 africaTeam 03 open land use map 4 africa
Team 03 open land use map 4 africa
 
DISCOVERY DAY 2017: MAKE IT HAPPEN!
DISCOVERY DAY 2017: MAKE IT HAPPEN!DISCOVERY DAY 2017: MAKE IT HAPPEN!
DISCOVERY DAY 2017: MAKE IT HAPPEN!
 
Citizen science, vgi, geo crowd sourcing, big geo data how they matter to th...
Citizen science, vgi, geo  crowd sourcing, big geo data how they matter to th...Citizen science, vgi, geo  crowd sourcing, big geo data how they matter to th...
Citizen science, vgi, geo crowd sourcing, big geo data how they matter to th...
 
Werner Zanotti - Brixen Tourismus - New web portal brixen.org and integration...
Werner Zanotti - Brixen Tourismus - New web portal brixen.org and integration...Werner Zanotti - Brixen Tourismus - New web portal brixen.org and integration...
Werner Zanotti - Brixen Tourismus - New web portal brixen.org and integration...
 
A spatial approach to the energy generating potential of real estate
A spatial approach to the energy generating potential of real estateA spatial approach to the energy generating potential of real estate
A spatial approach to the energy generating potential of real estate
 
Christian Landrock BLIC - The value of an open data hub in the mobility se...
Christian Landrock   BLIC -  The value of an open data hub in the mobility se...Christian Landrock   BLIC -  The value of an open data hub in the mobility se...
Christian Landrock BLIC - The value of an open data hub in the mobility se...
 
Team 09 open land use and smart points of interest visualisation using web g ...
Team 09 open land use and smart points of interest visualisation using web g ...Team 09 open land use and smart points of interest visualisation using web g ...
Team 09 open land use and smart points of interest visualisation using web g ...
 
From plan4all to plan4business final
From plan4all to plan4business finalFrom plan4all to plan4business final
From plan4all to plan4business final
 
SMART GROUND - Sardinia Symposium
SMART GROUND - Sardinia SymposiumSMART GROUND - Sardinia Symposium
SMART GROUND - Sardinia Symposium
 
Team 02 metadata catalogue for the open land use map
Team 02 metadata catalogue for the open land use mapTeam 02 metadata catalogue for the open land use map
Team 02 metadata catalogue for the open land use map
 
3rd europeana ws lux peiffer - public domain calculator
3rd europeana ws lux   peiffer - public domain calculator3rd europeana ws lux   peiffer - public domain calculator
3rd europeana ws lux peiffer - public domain calculator
 
Team 04 3 d open land use
Team 04 3 d open land useTeam 04 3 d open land use
Team 04 3 d open land use
 
REMOURBAN information package n.2 - ICT Platform
REMOURBAN information package n.2 - ICT PlatformREMOURBAN information package n.2 - ICT Platform
REMOURBAN information package n.2 - ICT Platform
 
6 Stories of Maps and FOSS4G Korea
6 Stories of Maps and FOSS4G Korea6 Stories of Maps and FOSS4G Korea
6 Stories of Maps and FOSS4G Korea
 
CityPulse_LightningTalk_BigDataConference
CityPulse_LightningTalk_BigDataConferenceCityPulse_LightningTalk_BigDataConference
CityPulse_LightningTalk_BigDataConference
 
2 SMART GROUND - COCOON - RAWFILL Workshop
2 SMART GROUND - COCOON - RAWFILL Workshop 2 SMART GROUND - COCOON - RAWFILL Workshop
2 SMART GROUND - COCOON - RAWFILL Workshop
 
AgTrials - an example of Open Data and Open Access in the CGIAR Consortium fo...
AgTrials - an example of Open Data and Open Access in the CGIAR Consortium fo...AgTrials - an example of Open Data and Open Access in the CGIAR Consortium fo...
AgTrials - an example of Open Data and Open Access in the CGIAR Consortium fo...
 

Similar to Open Land Use - the Current Status and Steps Forward

BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...BigData_Europe
 
proDataMarket presentation at "Linked Data Europe: Big Geospatial Data"
proDataMarket presentation at "Linked Data Europe: Big Geospatial Data"proDataMarket presentation at "Linked Data Europe: Big Geospatial Data"
proDataMarket presentation at "Linked Data Europe: Big Geospatial Data"dapaasproject
 
A Data Scientist Exploration in the World of Heterogeneous Open Geospatial Data
A Data Scientist Exploration in the World of Heterogeneous Open Geospatial DataA Data Scientist Exploration in the World of Heterogeneous Open Geospatial Data
A Data Scientist Exploration in the World of Heterogeneous Open Geospatial DataGloria Re Calegari
 
Gis powerpoint
Gis powerpointGis powerpoint
Gis powerpointkaushdave
 
Artificial Intelligence in the Earth Observation Domain: Current European Res...
Artificial Intelligence in the Earth Observation Domain: Current European Res...Artificial Intelligence in the Earth Observation Domain: Current European Res...
Artificial Intelligence in the Earth Observation Domain: Current European Res...ExtremeEarth
 
FIWARE Wednesday Webinars - Cities as Enablers of the Data Economy: Smart Dat...
FIWARE Wednesday Webinars - Cities as Enablers of the Data Economy: Smart Dat...FIWARE Wednesday Webinars - Cities as Enablers of the Data Economy: Smart Dat...
FIWARE Wednesday Webinars - Cities as Enablers of the Data Economy: Smart Dat...FIWARE
 
The work of ((o))eco Lab - projects of Data Journalism, Interactive Maps, Geo...
The work of ((o))eco Lab - projects of Data Journalism, Interactive Maps, Geo...The work of ((o))eco Lab - projects of Data Journalism, Interactive Maps, Geo...
The work of ((o))eco Lab - projects of Data Journalism, Interactive Maps, Geo...Gustavo Faleiros
 
Living Land Use - Telecom Big Data Challenge - Trento ICT Days 2014
Living Land Use - Telecom Big Data Challenge - Trento ICT Days 2014Living Land Use - Telecom Big Data Challenge - Trento ICT Days 2014
Living Land Use - Telecom Big Data Challenge - Trento ICT Days 2014Irene Celino
 
FIWARE MEXICO WorkShop 2016 - 3. FIWARE: Open APIs for Open Cities
FIWARE MEXICO WorkShop 2016 - 3. FIWARE: Open APIs for Open CitiesFIWARE MEXICO WorkShop 2016 - 3. FIWARE: Open APIs for Open Cities
FIWARE MEXICO WorkShop 2016 - 3. FIWARE: Open APIs for Open CitiesFIWARE Mexico
 
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...Paolo Nesi
 
Multi Layer GIS Platform in Digital India - Mr. Vishnu Chandra
Multi Layer GIS Platform in Digital India - Mr. Vishnu ChandraMulti Layer GIS Platform in Digital India - Mr. Vishnu Chandra
Multi Layer GIS Platform in Digital India - Mr. Vishnu ChandraNeGD Capacity Building
 
Francois Salge, MEDDTL
Francois Salge, MEDDTLFrancois Salge, MEDDTL
Francois Salge, MEDDTLplan4all
 
How open data are turned into services?
How open data are turned into services?How open data are turned into services?
How open data are turned into services?Slim Turki, Dr.
 
Citizen Science, Geocrowdsourcing and Big Data in Urban Context
Citizen Science, Geocrowdsourcing and Big Data in Urban ContextCitizen Science, Geocrowdsourcing and Big Data in Urban Context
Citizen Science, Geocrowdsourcing and Big Data in Urban ContextMaria Antonia Brovelli
 
Towards emergency vehicle routing using Geolinked Open Data: the case study o...
Towards emergency vehicle routing using Geolinked Open Data: the case study o...Towards emergency vehicle routing using Geolinked Open Data: the case study o...
Towards emergency vehicle routing using Geolinked Open Data: the case study o...Sergio Consoli
 
OpenTransportNet: Stimulating Innovation with Open Geographic Information
OpenTransportNet: Stimulating Innovation with Open Geographic InformationOpenTransportNet: Stimulating Innovation with Open Geographic Information
OpenTransportNet: Stimulating Innovation with Open Geographic Information21cConsultancy_2012
 

Similar to Open Land Use - the Current Status and Steps Forward (20)

BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
BigDataEurope 1st SC5 Workshop, Project Teleios & LEO, by M. Koubarakis, Univ...
 
proDataMarket presentation at "Linked Data Europe: Big Geospatial Data"
proDataMarket presentation at "Linked Data Europe: Big Geospatial Data"proDataMarket presentation at "Linked Data Europe: Big Geospatial Data"
proDataMarket presentation at "Linked Data Europe: Big Geospatial Data"
 
A Data Scientist Exploration in the World of Heterogeneous Open Geospatial Data
A Data Scientist Exploration in the World of Heterogeneous Open Geospatial DataA Data Scientist Exploration in the World of Heterogeneous Open Geospatial Data
A Data Scientist Exploration in the World of Heterogeneous Open Geospatial Data
 
Lesson3 esa summer_school_brovelli
Lesson3 esa summer_school_brovelliLesson3 esa summer_school_brovelli
Lesson3 esa summer_school_brovelli
 
Gis powerpoint
Gis powerpointGis powerpoint
Gis powerpoint
 
Diaz Collect Earth remote sensing activity data Nov 10 2014
Diaz Collect Earth remote sensing activity data Nov 10 2014Diaz Collect Earth remote sensing activity data Nov 10 2014
Diaz Collect Earth remote sensing activity data Nov 10 2014
 
Participatory Web
Participatory WebParticipatory Web
Participatory Web
 
Artificial Intelligence in the Earth Observation Domain: Current European Res...
Artificial Intelligence in the Earth Observation Domain: Current European Res...Artificial Intelligence in the Earth Observation Domain: Current European Res...
Artificial Intelligence in the Earth Observation Domain: Current European Res...
 
FIWARE Wednesday Webinars - Cities as Enablers of the Data Economy: Smart Dat...
FIWARE Wednesday Webinars - Cities as Enablers of the Data Economy: Smart Dat...FIWARE Wednesday Webinars - Cities as Enablers of the Data Economy: Smart Dat...
FIWARE Wednesday Webinars - Cities as Enablers of the Data Economy: Smart Dat...
 
The work of ((o))eco Lab - projects of Data Journalism, Interactive Maps, Geo...
The work of ((o))eco Lab - projects of Data Journalism, Interactive Maps, Geo...The work of ((o))eco Lab - projects of Data Journalism, Interactive Maps, Geo...
The work of ((o))eco Lab - projects of Data Journalism, Interactive Maps, Geo...
 
Living Land Use - Telecom Big Data Challenge - Trento ICT Days 2014
Living Land Use - Telecom Big Data Challenge - Trento ICT Days 2014Living Land Use - Telecom Big Data Challenge - Trento ICT Days 2014
Living Land Use - Telecom Big Data Challenge - Trento ICT Days 2014
 
FIWARE MEXICO WorkShop 2016 - 3. FIWARE: Open APIs for Open Cities
FIWARE MEXICO WorkShop 2016 - 3. FIWARE: Open APIs for Open CitiesFIWARE MEXICO WorkShop 2016 - 3. FIWARE: Open APIs for Open Cities
FIWARE MEXICO WorkShop 2016 - 3. FIWARE: Open APIs for Open Cities
 
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
 
Multi Layer GIS Platform in Digital India - Mr. Vishnu Chandra
Multi Layer GIS Platform in Digital India - Mr. Vishnu ChandraMulti Layer GIS Platform in Digital India - Mr. Vishnu Chandra
Multi Layer GIS Platform in Digital India - Mr. Vishnu Chandra
 
Francois Salge, MEDDTL
Francois Salge, MEDDTLFrancois Salge, MEDDTL
Francois Salge, MEDDTL
 
Lesson1 esa summer_school_brovelli
Lesson1 esa summer_school_brovelliLesson1 esa summer_school_brovelli
Lesson1 esa summer_school_brovelli
 
How open data are turned into services?
How open data are turned into services?How open data are turned into services?
How open data are turned into services?
 
Citizen Science, Geocrowdsourcing and Big Data in Urban Context
Citizen Science, Geocrowdsourcing and Big Data in Urban ContextCitizen Science, Geocrowdsourcing and Big Data in Urban Context
Citizen Science, Geocrowdsourcing and Big Data in Urban Context
 
Towards emergency vehicle routing using Geolinked Open Data: the case study o...
Towards emergency vehicle routing using Geolinked Open Data: the case study o...Towards emergency vehicle routing using Geolinked Open Data: the case study o...
Towards emergency vehicle routing using Geolinked Open Data: the case study o...
 
OpenTransportNet: Stimulating Innovation with Open Geographic Information
OpenTransportNet: Stimulating Innovation with Open Geographic InformationOpenTransportNet: Stimulating Innovation with Open Geographic Information
OpenTransportNet: Stimulating Innovation with Open Geographic Information
 

More from plan4all

Agrihub INSPIRE HAckathon 2021: Extreme weather
Agrihub INSPIRE HAckathon 2021: Extreme weather Agrihub INSPIRE HAckathon 2021: Extreme weather
Agrihub INSPIRE HAckathon 2021: Extreme weather plan4all
 
Agrihub INSPIRE Hackathon 2021: Challenge #6 Drones Utilization for Crop Prot...
Agrihub INSPIRE Hackathon 2021: Challenge #6 Drones Utilization for Crop Prot...Agrihub INSPIRE Hackathon 2021: Challenge #6 Drones Utilization for Crop Prot...
Agrihub INSPIRE Hackathon 2021: Challenge #6 Drones Utilization for Crop Prot...plan4all
 
Agrihub INSPIRE Hackathon 2021: Challenge #4 Irrigation Management
Agrihub INSPIRE Hackathon 2021: Challenge #4 Irrigation ManagementAgrihub INSPIRE Hackathon 2021: Challenge #4 Irrigation Management
Agrihub INSPIRE Hackathon 2021: Challenge #4 Irrigation Managementplan4all
 
Agrihub INSPIRE Hackathon 2021: Challenge #2 Crop status monitoring
Agrihub INSPIRE Hackathon 2021: Challenge #2 Crop status monitoringAgrihub INSPIRE Hackathon 2021: Challenge #2 Crop status monitoring
Agrihub INSPIRE Hackathon 2021: Challenge #2 Crop status monitoringplan4all
 
Agrihub INSPIRE Hackathon 2021: Challenge #1 Crop detection
Agrihub INSPIRE Hackathon 2021: Challenge #1 Crop detectionAgrihub INSPIRE Hackathon 2021: Challenge #1 Crop detection
Agrihub INSPIRE Hackathon 2021: Challenge #1 Crop detectionplan4all
 
Challenge #3 agro environmental services final presentation
Challenge #3 agro environmental services final presentationChallenge #3 agro environmental services final presentation
Challenge #3 agro environmental services final presentationplan4all
 
Sieusoil e-brochure (Feb 2021)
Sieusoil e-brochure (Feb 2021)Sieusoil e-brochure (Feb 2021)
Sieusoil e-brochure (Feb 2021)plan4all
 
Webinar 4 Agronode - autonomni telemetricka io t stanice
Webinar 4  Agronode - autonomni telemetricka io t staniceWebinar 4  Agronode - autonomni telemetricka io t stanice
Webinar 4 Agronode - autonomni telemetricka io t staniceplan4all
 
Webinar 3 senslog-otevrene reseni pro integraci senzoru a spravu senzorovyc...
Webinar 3   senslog-otevrene reseni pro integraci senzoru a spravu senzorovyc...Webinar 3   senslog-otevrene reseni pro integraci senzoru a spravu senzorovyc...
Webinar 3 senslog-otevrene reseni pro integraci senzoru a spravu senzorovyc...plan4all
 
Webinar 2 sdileni prostorovych dat
Webinar 2 sdileni prostorovych datWebinar 2 sdileni prostorovych dat
Webinar 2 sdileni prostorovych datplan4all
 
Calculation of agro climatic factors from global climatic data
Calculation of agro climatic factors from global climatic dataCalculation of agro climatic factors from global climatic data
Calculation of agro climatic factors from global climatic dataplan4all
 
Digitalization of indigenous knowledge in African agriculture for fostering f...
Digitalization of indigenous knowledge in African agriculture for fostering f...Digitalization of indigenous knowledge in African agriculture for fostering f...
Digitalization of indigenous knowledge in African agriculture for fostering f...plan4all
 
Atlas of Best Practice
Atlas of Best PracticeAtlas of Best Practice
Atlas of Best Practiceplan4all
 
Euxdat newsletter 10_2020
Euxdat newsletter 10_2020Euxdat newsletter 10_2020
Euxdat newsletter 10_2020plan4all
 
Karel charvat map-compositions-format-intro-presentation-by-karel (1)
Karel charvat map-compositions-format-intro-presentation-by-karel (1)Karel charvat map-compositions-format-intro-presentation-by-karel (1)
Karel charvat map-compositions-format-intro-presentation-by-karel (1)plan4all
 
Karel charvat map-whiteboard-collaborative-map-making-breakout-session
Karel charvat map-whiteboard-collaborative-map-making-breakout-sessionKarel charvat map-whiteboard-collaborative-map-making-breakout-session
Karel charvat map-whiteboard-collaborative-map-making-breakout-sessionplan4all
 
Bridging the Digital Divide Through Consumer Driven Agricultural FarmHub Data...
Bridging the Digital Divide Through Consumer Driven Agricultural FarmHub Data...Bridging the Digital Divide Through Consumer Driven Agricultural FarmHub Data...
Bridging the Digital Divide Through Consumer Driven Agricultural FarmHub Data...plan4all
 
Codes of conduct for farm data sharing
Codes of conduct for farm data sharing Codes of conduct for farm data sharing
Codes of conduct for farm data sharing plan4all
 
Mobilizing Capacity Development in Agriculture for Smallholder Farmers - How ...
Mobilizing Capacity Development in Agriculture for Smallholder Farmers - How ...Mobilizing Capacity Development in Agriculture for Smallholder Farmers - How ...
Mobilizing Capacity Development in Agriculture for Smallholder Farmers - How ...plan4all
 
Ethical and legal questions about smart farming. How do farmers feel about th...
Ethical and legal questions about smart farming. How do farmers feel about th...Ethical and legal questions about smart farming. How do farmers feel about th...
Ethical and legal questions about smart farming. How do farmers feel about th...plan4all
 

More from plan4all (20)

Agrihub INSPIRE HAckathon 2021: Extreme weather
Agrihub INSPIRE HAckathon 2021: Extreme weather Agrihub INSPIRE HAckathon 2021: Extreme weather
Agrihub INSPIRE HAckathon 2021: Extreme weather
 
Agrihub INSPIRE Hackathon 2021: Challenge #6 Drones Utilization for Crop Prot...
Agrihub INSPIRE Hackathon 2021: Challenge #6 Drones Utilization for Crop Prot...Agrihub INSPIRE Hackathon 2021: Challenge #6 Drones Utilization for Crop Prot...
Agrihub INSPIRE Hackathon 2021: Challenge #6 Drones Utilization for Crop Prot...
 
Agrihub INSPIRE Hackathon 2021: Challenge #4 Irrigation Management
Agrihub INSPIRE Hackathon 2021: Challenge #4 Irrigation ManagementAgrihub INSPIRE Hackathon 2021: Challenge #4 Irrigation Management
Agrihub INSPIRE Hackathon 2021: Challenge #4 Irrigation Management
 
Agrihub INSPIRE Hackathon 2021: Challenge #2 Crop status monitoring
Agrihub INSPIRE Hackathon 2021: Challenge #2 Crop status monitoringAgrihub INSPIRE Hackathon 2021: Challenge #2 Crop status monitoring
Agrihub INSPIRE Hackathon 2021: Challenge #2 Crop status monitoring
 
Agrihub INSPIRE Hackathon 2021: Challenge #1 Crop detection
Agrihub INSPIRE Hackathon 2021: Challenge #1 Crop detectionAgrihub INSPIRE Hackathon 2021: Challenge #1 Crop detection
Agrihub INSPIRE Hackathon 2021: Challenge #1 Crop detection
 
Challenge #3 agro environmental services final presentation
Challenge #3 agro environmental services final presentationChallenge #3 agro environmental services final presentation
Challenge #3 agro environmental services final presentation
 
Sieusoil e-brochure (Feb 2021)
Sieusoil e-brochure (Feb 2021)Sieusoil e-brochure (Feb 2021)
Sieusoil e-brochure (Feb 2021)
 
Webinar 4 Agronode - autonomni telemetricka io t stanice
Webinar 4  Agronode - autonomni telemetricka io t staniceWebinar 4  Agronode - autonomni telemetricka io t stanice
Webinar 4 Agronode - autonomni telemetricka io t stanice
 
Webinar 3 senslog-otevrene reseni pro integraci senzoru a spravu senzorovyc...
Webinar 3   senslog-otevrene reseni pro integraci senzoru a spravu senzorovyc...Webinar 3   senslog-otevrene reseni pro integraci senzoru a spravu senzorovyc...
Webinar 3 senslog-otevrene reseni pro integraci senzoru a spravu senzorovyc...
 
Webinar 2 sdileni prostorovych dat
Webinar 2 sdileni prostorovych datWebinar 2 sdileni prostorovych dat
Webinar 2 sdileni prostorovych dat
 
Calculation of agro climatic factors from global climatic data
Calculation of agro climatic factors from global climatic dataCalculation of agro climatic factors from global climatic data
Calculation of agro climatic factors from global climatic data
 
Digitalization of indigenous knowledge in African agriculture for fostering f...
Digitalization of indigenous knowledge in African agriculture for fostering f...Digitalization of indigenous knowledge in African agriculture for fostering f...
Digitalization of indigenous knowledge in African agriculture for fostering f...
 
Atlas of Best Practice
Atlas of Best PracticeAtlas of Best Practice
Atlas of Best Practice
 
Euxdat newsletter 10_2020
Euxdat newsletter 10_2020Euxdat newsletter 10_2020
Euxdat newsletter 10_2020
 
Karel charvat map-compositions-format-intro-presentation-by-karel (1)
Karel charvat map-compositions-format-intro-presentation-by-karel (1)Karel charvat map-compositions-format-intro-presentation-by-karel (1)
Karel charvat map-compositions-format-intro-presentation-by-karel (1)
 
Karel charvat map-whiteboard-collaborative-map-making-breakout-session
Karel charvat map-whiteboard-collaborative-map-making-breakout-sessionKarel charvat map-whiteboard-collaborative-map-making-breakout-session
Karel charvat map-whiteboard-collaborative-map-making-breakout-session
 
Bridging the Digital Divide Through Consumer Driven Agricultural FarmHub Data...
Bridging the Digital Divide Through Consumer Driven Agricultural FarmHub Data...Bridging the Digital Divide Through Consumer Driven Agricultural FarmHub Data...
Bridging the Digital Divide Through Consumer Driven Agricultural FarmHub Data...
 
Codes of conduct for farm data sharing
Codes of conduct for farm data sharing Codes of conduct for farm data sharing
Codes of conduct for farm data sharing
 
Mobilizing Capacity Development in Agriculture for Smallholder Farmers - How ...
Mobilizing Capacity Development in Agriculture for Smallholder Farmers - How ...Mobilizing Capacity Development in Agriculture for Smallholder Farmers - How ...
Mobilizing Capacity Development in Agriculture for Smallholder Farmers - How ...
 
Ethical and legal questions about smart farming. How do farmers feel about th...
Ethical and legal questions about smart farming. How do farmers feel about th...Ethical and legal questions about smart farming. How do farmers feel about th...
Ethical and legal questions about smart farming. How do farmers feel about th...
 

Recently uploaded

The market for cross-border mortgages in Europe
The market for cross-border mortgages in EuropeThe market for cross-border mortgages in Europe
The market for cross-border mortgages in Europe321k
 
Enabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsEnabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsNeo4j
 
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptxSTOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptxFurkanTasci3
 
Báo cáo Social Media Benchmark 2024 cho dân Marketing
Báo cáo Social Media Benchmark 2024 cho dân MarketingBáo cáo Social Media Benchmark 2024 cho dân Marketing
Báo cáo Social Media Benchmark 2024 cho dân MarketingMarketingTrips
 
TCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTimothy Spann
 
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j
 
Air Con Energy Rating Info411 Presentation.pdf
Air Con Energy Rating Info411 Presentation.pdfAir Con Energy Rating Info411 Presentation.pdf
Air Con Energy Rating Info411 Presentation.pdfJasonBoboKyaw
 
Neo4j_Jesus Barrasa_The Art of the Possible with Graph.pptx.pdf
Neo4j_Jesus Barrasa_The Art of the Possible with Graph.pptx.pdfNeo4j_Jesus Barrasa_The Art of the Possible with Graph.pptx.pdf
Neo4j_Jesus Barrasa_The Art of the Possible with Graph.pptx.pdfNeo4j
 
Unleashing Datas Potential - Mastering Precision with FCO-IM
Unleashing Datas Potential - Mastering Precision with FCO-IMUnleashing Datas Potential - Mastering Precision with FCO-IM
Unleashing Datas Potential - Mastering Precision with FCO-IMMarco Wobben
 
Bengaluru Tableau UG event- 2nd March 2024 Q1
Bengaluru Tableau UG event- 2nd March 2024 Q1Bengaluru Tableau UG event- 2nd March 2024 Q1
Bengaluru Tableau UG event- 2nd March 2024 Q1bengalurutug
 
2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-ProfitsTimothy Spann
 
PPT for Presiding Officer.pptxvvdffdfgggg
PPT for Presiding Officer.pptxvvdffdfggggPPT for Presiding Officer.pptxvvdffdfgggg
PPT for Presiding Officer.pptxvvdffdfggggbhadratanusenapati1
 
Deloitte+RedCross_Talk to your data with Knowledge-enriched Generative AI.ppt...
Deloitte+RedCross_Talk to your data with Knowledge-enriched Generative AI.ppt...Deloitte+RedCross_Talk to your data with Knowledge-enriched Generative AI.ppt...
Deloitte+RedCross_Talk to your data with Knowledge-enriched Generative AI.ppt...Neo4j
 
Data Collection from Social Media Platforms
Data Collection from Social Media PlatformsData Collection from Social Media Platforms
Data Collection from Social Media PlatformsMahmoud Yasser
 
Paul Martin (Gartner) - Show Me the AI Money.pdf
Paul Martin (Gartner) - Show Me the AI Money.pdfPaul Martin (Gartner) - Show Me the AI Money.pdf
Paul Martin (Gartner) - Show Me the AI Money.pdfdcphostmaster
 
Brain Tumor Detection with Machine Learning.pptx
Brain Tumor Detection with Machine Learning.pptxBrain Tumor Detection with Machine Learning.pptx
Brain Tumor Detection with Machine Learning.pptxShammiRai3
 
Stochastic Dynamic Programming and You.pptx
Stochastic Dynamic Programming and You.pptxStochastic Dynamic Programming and You.pptx
Stochastic Dynamic Programming and You.pptxjkmrshll88
 
Microeconomic Group Presentation Apple.pdf
Microeconomic Group Presentation Apple.pdfMicroeconomic Group Presentation Apple.pdf
Microeconomic Group Presentation Apple.pdfmxlos0
 
Using DAX & Time-based Analysis in Data Warehouse
Using DAX & Time-based Analysis in Data WarehouseUsing DAX & Time-based Analysis in Data Warehouse
Using DAX & Time-based Analysis in Data WarehouseThinkInnovation
 

Recently uploaded (20)

The market for cross-border mortgages in Europe
The market for cross-border mortgages in EuropeThe market for cross-border mortgages in Europe
The market for cross-border mortgages in Europe
 
Enabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsEnabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge Graphs
 
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptxSTOCK PRICE ANALYSIS  Furkan Ali TASCI --.pptx
STOCK PRICE ANALYSIS Furkan Ali TASCI --.pptx
 
Báo cáo Social Media Benchmark 2024 cho dân Marketing
Báo cáo Social Media Benchmark 2024 cho dân MarketingBáo cáo Social Media Benchmark 2024 cho dân Marketing
Báo cáo Social Media Benchmark 2024 cho dân Marketing
 
TCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI Pipelines
 
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
 
Air Con Energy Rating Info411 Presentation.pdf
Air Con Energy Rating Info411 Presentation.pdfAir Con Energy Rating Info411 Presentation.pdf
Air Con Energy Rating Info411 Presentation.pdf
 
Neo4j_Jesus Barrasa_The Art of the Possible with Graph.pptx.pdf
Neo4j_Jesus Barrasa_The Art of the Possible with Graph.pptx.pdfNeo4j_Jesus Barrasa_The Art of the Possible with Graph.pptx.pdf
Neo4j_Jesus Barrasa_The Art of the Possible with Graph.pptx.pdf
 
Unleashing Datas Potential - Mastering Precision with FCO-IM
Unleashing Datas Potential - Mastering Precision with FCO-IMUnleashing Datas Potential - Mastering Precision with FCO-IM
Unleashing Datas Potential - Mastering Precision with FCO-IM
 
Bengaluru Tableau UG event- 2nd March 2024 Q1
Bengaluru Tableau UG event- 2nd March 2024 Q1Bengaluru Tableau UG event- 2nd March 2024 Q1
Bengaluru Tableau UG event- 2nd March 2024 Q1
 
Target_Company_Data_breach_2013_110million
Target_Company_Data_breach_2013_110millionTarget_Company_Data_breach_2013_110million
Target_Company_Data_breach_2013_110million
 
2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits
 
PPT for Presiding Officer.pptxvvdffdfgggg
PPT for Presiding Officer.pptxvvdffdfggggPPT for Presiding Officer.pptxvvdffdfgggg
PPT for Presiding Officer.pptxvvdffdfgggg
 
Deloitte+RedCross_Talk to your data with Knowledge-enriched Generative AI.ppt...
Deloitte+RedCross_Talk to your data with Knowledge-enriched Generative AI.ppt...Deloitte+RedCross_Talk to your data with Knowledge-enriched Generative AI.ppt...
Deloitte+RedCross_Talk to your data with Knowledge-enriched Generative AI.ppt...
 
Data Collection from Social Media Platforms
Data Collection from Social Media PlatformsData Collection from Social Media Platforms
Data Collection from Social Media Platforms
 
Paul Martin (Gartner) - Show Me the AI Money.pdf
Paul Martin (Gartner) - Show Me the AI Money.pdfPaul Martin (Gartner) - Show Me the AI Money.pdf
Paul Martin (Gartner) - Show Me the AI Money.pdf
 
Brain Tumor Detection with Machine Learning.pptx
Brain Tumor Detection with Machine Learning.pptxBrain Tumor Detection with Machine Learning.pptx
Brain Tumor Detection with Machine Learning.pptx
 
Stochastic Dynamic Programming and You.pptx
Stochastic Dynamic Programming and You.pptxStochastic Dynamic Programming and You.pptx
Stochastic Dynamic Programming and You.pptx
 
Microeconomic Group Presentation Apple.pdf
Microeconomic Group Presentation Apple.pdfMicroeconomic Group Presentation Apple.pdf
Microeconomic Group Presentation Apple.pdf
 
Using DAX & Time-based Analysis in Data Warehouse
Using DAX & Time-based Analysis in Data WarehouseUsing DAX & Time-based Analysis in Data Warehouse
Using DAX & Time-based Analysis in Data Warehouse
 

Open Land Use - the Current Status and Steps Forward

  • 1. Open Land Use current status and steps forward – data are 3D, Google searchable and OLU4Africa Karel Charvát, Bente Lilja Bye, Dmitri Kožuch, Tomas Mildorf, Petr Uhlir SciDataCon 2018: The Digital Frontiers of Global Science Gaborone (Botswana) 8th November 2018
  • 2. • Open Land Use Map (https://sdi4apps.eu/open_land_use/ ): – Initiative that emerged from Plan4Business project, that aims at creating detailed European Open Land Use map, that could be used for planning activities by local authorities, businessmen, citizens – The product is as detailed possible (somewhere even at parcels level) harmonized, seamless land use map of Europe created from various sources of open vector data, that is published and available for free download Background
  • 3. Open Land Use Map (OLU) • Harmonisation and integration of heterogeneous land use and land cover data • Reusing the INSPIRE land use data specifications → transformation into a common INSPIRE compliant data model • Mapping different classifications → HILUCS • Uniform visualisation • Using RDF model – in preparation 08.11.2018 SciDataCon 2018: The Digital Frontiers of Global 3
  • 4. • Corine Land Cover 2006 • Urban Atlas • Cadastral data • Land Parcel Identification System – LPIS • Spatial plans • Other sources Different level of detail Different geometry Open Land Use Map 08.11.2018 SciDataCon 2018: The Digital Frontiers of Global 4
  • 5. Methodology of data integration 08.11.2018 SciDataCon 2018: The Digital Frontiers of Global 5
  • 6. Mapping different classifications SciDataCon 2018: The Digital Frontiers of Global Urban Atlas HILUCS 08.11.2018 6
  • 7. Existing Open Land Use Maps SciDataCon 2018: The Digital Frontiers of Global Czech Republic Flanders Latvia Slovakia 08.11.2018 7
  • 8. Open Land Use • Seamless coverage of most of the Europe (around 45 000 000 objects) • Where it is possible reliable local sources of data are used which have certain quality, certain update period, persistent identifier • Data model is based on Inspire Existing Land Use object data model • It however has more detailed metadata on the object’s metadata – stating exactly where did the object originate as seen on the image on the right. 08.11.2018 SciDataCon 2018: The Digital Frontiers of Global 8
  • 9. Open Land Use page 08.11.2018 SciDataCon 2018: The Digital Frontiers of Global 9
  • 13. Discoverable by GOOGLE 08.11.2018 SciDataCon 2018: The Digital Frontiers of Global 13
  • 14. 3D OLU 08.11.2018 SciDataCon 2018: The Digital Frontiers of Global 14
  • 15. RDF OLU 08.11.2018 SciDataCon 2018: The Digital Frontiers of Global 15
  • 16. • Open Land Use Map for Africa (https://goo.gl/Rn32HD): – Attempt to create Open Land Use Map for Africa based on available vector data (mainly from Open Street Map and Africover) during the last year Inspire hackathon in Kehl – The attempt has shown the insufficiency of vector data sources for creation of vector seamless harmonized land use map of Africa Background
  • 19. Motivation • Lack of land use data in Africa • Increased availability of satellite imagery with spatial resolution suitable even for classifying individual buildings (for instance Sentinel products, Landsat products available from https://scihub.copernicus.eu/, https://earthexplorer.usgs.gov/ ) • Immense leap in usage of machine learning methods in many spheres (including image recognition, image classification)
  • 20. Product • Seamless harmonized vector land use map of municipalities in Africa together with relevant spatial planning legislation and socio- economic data • Internet platform for providing services (data download, data upload, data search, data visualizations) for users/customers
  • 21. Aims • Humanitarian : – Help sustainable development of municipalities, help optimize resource management, help reduce such problems as deforestation, unregulated urban growth, extensive exploitation of natural resources • Business : – Create sustainable business platform that would provide various data services and bring main stakeholders (authorities, businessmen, citizens) together
  • 23. Use of satellite data • Sentinel – 2 Imagery : – Will be classified and used for creating base land use map of municipalities
  • 24. Use of satellite data derivatives Datasets will be used mainly for masking areas: • Global Urban Footprint (4 arc seconds) • CCI Land Cover 20 m land cover map of Africa • Land Cover map over Africa based on PROBA- V 100 m data
  • 25. Workflow for base landuse map • Prepare the classification techniques that would be used for each HILUCS class if applicable (some classes such as financial services, community services etc. are difficult to deduce from 10 m satellite imagery) • Limit each HILUCS class to land cover context (classes) in which it can exist • Create training and evaluation samples for each HILUCS class (automatically with help of Sentinel 2 data cropped by respective features from available vector databases (Open Street Map for instance) ) • Create and test models • Mask out inappropriate land cover classes within municipality and run selected classification technique for identifying each class in selected municipality • Process all municipalities one by one
  • 26. Workflow • Create search/download module for investors • Create view/crowdsource module for citizens • Create edit/upload/download module for authorities • Contact authorities to collect spatial plans/spatial planning legislation/socio-economic data, promote product among citizens
  • 27. Thanks for your attention! https://micka.lesprojekt.cz https://goo.gl/Rn32HDcharvat@plan4all.eu www.plan4all.eu https://www.researchgate.net/profile/Karel_Charvat2 https://twitter.com/charvat_kar https://www.facebook.com/karel.charvat.3 https://www.linkedin.com/in/karelcharvat/